Surrogate Gradient Learning in Spiking Neural Networks

28 January 2019

Friedemann Zenke

Papers citing "Surrogate Gradient Learning in Spiking Neural Networks"

50 / 226 papers shown

Title
Spiking Neural Network: a low power solution for physical layer authentication Jung Hoon Lee Sujith Vijayan 17 0 0 19 May 2025
ILIF: Temporal Inhibitory Leaky Integrate-and-Fire Neuron for Overactivation in Spiking Neural Networks Kai Sun Peibo Duan Levin Kuhlmann Beilun Wang Bin Zhang 29 0 0 15 May 2025
Event-based Neural Spike Detection Using Spiking Neural Networks for Neuromorphic iBMI Systems Chanwook Hwang Biyan Zhou Ye Ke Vivek Mohan Jong Hwan Ko A. Basu 24 0 0 10 May 2025
ADMM-Based Training for Spiking Neural Networks Giovanni Perin Cesare Bidini Riccardo Mazzieri M. Rossi 39 0 0 08 May 2025
Threshold Modulation for Online Test-Time Adaptation of Spiking Neural Networks Kejie Zhao Wenjia Hua Aiersi Tuerhong Luziwei Leng Yuxin Ma Qinghua Guo 197 0 0 08 May 2025
TS-SNN: Temporal Shift Module for Spiking Neural Networks Kairong Yu Tianqing Zhang Qi Xu Gang Pan Hongwei Wang 251 0 0 07 May 2025
PASCAL: Precise and Efficient ANN- SNN Conversion using Spike Accumulation and Adaptive Layerwise Activation Pranav Ramesh Gopalakrishnan Srinivasan 36 0 0 03 May 2025
Head-Tail-Aware KL Divergence in Knowledge Distillation for Spiking Neural Networks Tianqing Zhang Zixin Zhu Kairong Yu Hongwei Wang 250 0 0 29 Apr 2025
A Deep Bayesian Convolutional Spiking Neural Network-based CAD system with Uncertainty Quantification for Medical Images Classification Mohaddeseh Chegini Ali Mahloojifar BDL UQCV 83 0 0 23 Apr 2025
Causal pieces: analysing and improving spiking neural networks piece by piece Dominik Dold Philipp Christian Petersen CML 43 0 0 18 Apr 2025
PETNet -- Coincident Particle Event Detection using Spiking Neural Networks Jan Debus Charlotte Debus Günther Dissertori Markus Gotz 40 0 0 09 Apr 2025
Three-Factor Learning in Spiking Neural Networks: An Overview of Methods and Trends from a Machine Learning Perspective Szymon Mazurek Jakub Caputa Jan K. Argasiñski Maciej Wielgosz 26 0 0 06 Apr 2025
State-Space Model Inspired Multiple-Input Multiple-Output Spiking Neurons Sanja Karilanova Subhrakanti Dey Ayca Ozcelikkale 56 0 0 03 Apr 2025
Biologically Inspired Spiking Diffusion Model with Adaptive Lateral Selection Mechanism Linghao Feng Dongcheng Zhao Sicheng Shen Yi Zeng 67 0 0 31 Mar 2025
Towards Mobile Sensing with Event Cameras on High-agility Resource-constrained Devices: A Survey Haoyang Wang Ruishan Guo Pengtao Ma Ciyu Ruan Xinyu Luo Wenhua Ding Tianyang Zhong Jingao Xu Yunhao Liu Xinlei Chen 55 0 0 29 Mar 2025
Temporal Separation with Entropy Regularization for Knowledge Distillation in Spiking Neural Networks Kairong Yu Chengting Yu Tianqing Zhang Xiaochen Zhao Shu Yang Hongwei Wang Qiang Zhang Qi Xu 74 3 0 05 Mar 2025
STAA-SNN: Spatial-Temporal Attention Aggregator for Spiking Neural Networks Tianqing Zhang Kairong Yu Xian Zhong Hongwei Wang Qi Xu Qiang Zhang 88 1 0 04 Mar 2025
Towards High-performance Spiking Transformers from ANN to SNN Conversion Zihan Huang Xinyu Shi Zecheng Hao Tong Bu Jianhao Ding Zhaofei Yu Tiejun Huang 32 7 0 28 Feb 2025
Enhanced Neuromorphic Semantic Segmentation Latency through Stream Event D. Hareb J. Martinet B. Miramond 70 0 0 26 Feb 2025
Are Neuromorphic Architectures Inherently Privacy-preserving? An Exploratory Study Ayana Moshruba Ihsen Alouani Maryam Parsa AAML 59 3 0 24 Feb 2025
CLIF: Complementary Leaky Integrate-and-Fire Neuron for Spiking Neural Networks Yulong Huang Xiaopeng Lin Hongwei Ren Haotian Fu Yue Zhou Zunchang Liu Biao Pan Bojun Cheng 62 10 0 20 Feb 2025
On the Privacy Risks of Spiking Neural Networks: A Membership Inference Analysis Junyi Guan Abhijith Sharma Chong Tian Salem Lahlou AAML 54 1 0 18 Feb 2025
Deployment-friendly Lane-changing Intention Prediction Powered by Brain-inspired Spiking Neural Networks Junjie Yang Shuqi Shen Hui Zhong Qiming Zhang Hongliang Lu Hai Yang 55 0 0 09 Feb 2025
DRiVE: Dynamic Recognition in VEhicles using snnTorch Heerak Vora Param Pathak Parul Bakaraniya 41 0 0 04 Feb 2025
Intelligent Sensing-to-Action for Robust Autonomy at the Edge: Opportunities and Challenges A. R. Trivedi Sina Tayebati Hemant Kumawat Nastaran Darabi Divake Kumar ... Dinithi Jayasuriya Nethmi Jayasinghe Priyadarshini Panda Saibal Mukhopadhyay Kaushik Roy 84 0 0 04 Feb 2025
TESS: A Scalable Temporally and Spatially Local Learning Rule for Spiking Neural Networks M. Apolinario Kaushik Roy Charlotte Frenkel 113 0 0 03 Feb 2025
Understanding the Functional Roles of Modelling Components in Spiking Neural Networks Huifeng Yin Hanle Zheng Jiayi Mao Siyuan Ding Xing Liu M. Xu Yifan Hu Jing Pei Lei Deng 52 1 0 28 Jan 2025
NiSNN-A: Non-iterative Spiking Neural Networks with Attention with Application to Motor Imagery EEG Classification Chuhan Zhang Wei Pan Cosimo Della Santina 51 0 0 28 Jan 2025
Channel-wise Parallelizable Spiking Neuron with Multiplication-free Dynamics and Large Temporal Receptive Fields Peng Xue Wei Fang Zhengyu Ma Zihan Huang Zhaokun Zhou Yonghong Tian T. Masquelier Huihui Zhou 64 0 0 24 Jan 2025
A Truly Sparse and General Implementation of Gradient-Based Synaptic Plasticity Jamie Lohoff Anil Kaya Florian Assmuth Emre Neftci 50 0 0 20 Jan 2025
Neuromorphic Optical Tracking and Imaging of Randomly Moving Targets through Strongly Scattering Media Ning Zhang Timothy Shea A. Nurmikko 36 0 0 08 Jan 2025
Threshold Neuron: A Brain-inspired Artificial Neuron for Efficient On-device Inference Zihao Zheng Yan Liang Jiayu Chen Peng Zhou Xiang Chen Yunxin Liu 88 0 0 18 Dec 2024
Efficient 3D Recognition with Event-driven Spike Sparse Convolution Xuerui Qiu Man Yao Jieyuan Zhang Yuhong Chou Ning Qiao Shibo Zhou Bo Xu Guoqi Li 3DPC 75 4 0 10 Dec 2024
Towards Ultra-Low-Power Neuromorphic Speech Enhancement with Spiking-FullSubNet Xiang Hao Chenxiang Ma Qu Yang Jibin Wu Kay Chen Tan 33 0 0 07 Oct 2024
SpikeGS: Learning 3D Gaussian Fields from Continuous Spike Stream Jinze Yu Xin-Zhong Peng Zhengda Lu L. Kneip Yiqun Wang 3DGS 45 0 0 23 Sep 2024
The Robustness of Spiking Neural Networks in Communication and its Application towards Network Efficiency in Federated Learning Manh V. Nguyen Liang Zhao Bobin Deng William M. Severa Honghui Xu Shaoen Wu FedML 37 0 0 19 Sep 2024
Advancing Spatio-Temporal Processing in Spiking Neural Networks through Adaptation Maximilian Baronig Romain Ferrand Silvester Sabathiel Robert Legenstein 53 3 0 14 Aug 2024
Exploiting Heterogeneity in Timescales for Sparse Recurrent Spiking Neural Networks for Energy-Efficient Edge Computing Biswadeep Chakraborty Saibal Mukhopadhyay 40 2 0 08 Jul 2024
SpikeLLM: Scaling up Spiking Neural Network to Large Language Models via Saliency-based Spiking Xingrun Xing Boyan Gao Zheng Zhang David A. Clifton Shitao Xiao Li Du Guoqi Li Jiajun Zhang 63 5 0 05 Jul 2024
Embedded event based object detection with spiking neural network Jonathan Courtois Pierre-Emmanuel Novac E. Lemaire Alain Pegatoquet Benoit Miramond 45 2 0 25 Jun 2024
OpenESS: Event-based Semantic Scene Understanding with Open Vocabularies Lingdong Kong You-Chen Liu Lai Xing Ng Benoit R. Cottereau Wei Tsang Ooi VLM 47 14 0 08 May 2024
Watermarking Neuromorphic Brains: Intellectual Property Protection in Spiking Neural Networks Hamed Poursiami Ihsen Alouani Maryam Parsa 42 1 0 07 May 2024
Scaling SNNs Trained Using Equilibrium Propagation to Convolutional Architectures Jiaqi Lin Malyaban Bal Abhronil Sengupta 42 2 0 04 May 2024
Distributed Representations Enable Robust Multi-Timescale Symbolic Computation in Neuromorphic Hardware Madison Cotteret Hugh Greatorex Alpha Renner Junren Chen Emre Neftci Huaqiang Wu Giacomo Indiveri Martin Ziegler Elisabetta Chicca 48 2 0 02 May 2024
GRSN: Gated Recurrent Spiking Neurons for POMDPs and MARL Lang Qin Ziming Wang Runhao Jiang Rui Yan Huajin Tang 43 0 0 24 Apr 2024
SpikeExplorer: hardware-oriented Design Space Exploration for Spiking Neural Networks on FPGA Dario Padovano Alessio Carpegna Alessandro Savino S. Di Carlo 44 1 0 04 Apr 2024
Sparse Spiking Neural Network: Exploiting Heterogeneity in Timescales for Pruning Recurrent SNN Biswadeep Chakraborty Beomseok Kang H. Kumar Saibal Mukhopadhyay 51 8 0 06 Mar 2024
TDE-3: An improved prior for optical flow computation in spiking neural networks Matthew Yedutenko Federico Paredes-Valles Lyes Khacef Guido de Croon 38 0 0 18 Feb 2024
Towards Chip-in-the-loop Spiking Neural Network Training via Metropolis-Hastings Sampling Ali Safa Vikrant Jaltare Samira Sebt Kameron Gano Johannes Leugering Georges G. E. Gielen Gert Cauwenberghs 26 0 0 09 Feb 2024
Fine-Tuning Surrogate Gradient Learning for Optimal Hardware Performance in Spiking Neural Networks Ilkin Aliyev Tosiron Adegbija 30 2 0 09 Feb 2024